Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "143"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 143 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 47 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 45 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 143, Node N14:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459862 digital_ok 100.00% 100.00% 100.00% 0.00% - - 13.443670 -1.029844 29.772080 10.241263 12.489665 1.397926 0.357535 -0.854486 0.0288 0.0672 0.0376 nan nan
2459861 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.364008 -1.457813 8.301048 3.363141 2.691252 -1.330168 0.190920 -0.790646 0.0283 0.0637 0.0369 nan nan
2459860 digital_ok 100.00% 100.00% 0.00% 0.00% - - 11.368019 -1.598648 24.870771 7.739175 15.040676 1.850837 0.577637 -0.834595 0.0398 0.6805 0.5218 nan nan
2459859 digital_ok 100.00% 100.00% 0.00% 0.00% - - 9.445306 -1.072472 8.956634 3.304903 2.405976 -1.267121 -0.166672 -0.658007 0.0429 0.6876 0.5224 nan nan
2459858 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.744019 -0.633128 0.500722 0.424683 -0.253101 -0.549191 -0.288926 -0.633606 0.7251 0.7029 0.3977 1.807221 1.471670
2459857 digital_ok 100.00% 0.00% 0.00% 0.00% - - 19.053199 21.804254 5.493466 6.947369 114.324662 174.621797 58.060747 61.215460 0.7002 0.6943 0.4187 nan nan
2459856 digital_ok 0.00% 0.00% 0.00% 0.00% 3.43% 0.00% 1.625894 -1.431624 -0.070925 -1.156089 0.409327 -0.286573 -0.794665 -0.993538 0.7251 0.7232 0.3820 1.911439 1.497914
2459855 digital_ok 0.00% 0.00% 0.00% 0.00% 4.58% 0.00% 2.492032 -1.588841 -0.200289 -1.063975 0.460740 0.754641 -0.648933 -1.077251 0.7154 0.7384 0.4108 1.746687 1.373740
2459854 digital_ok 0.00% 0.00% 0.00% 0.00% 8.93% 0.00% 2.233061 -1.684435 -0.538540 -0.751158 0.050187 0.310725 -0.575107 -1.099170 0.7283 0.7569 0.4210 1.758639 1.337027
2459853 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 1.157481 -1.248067 -0.471601 -0.699690 0.808546 0.036883 -0.461115 -0.960915 0.7477 0.7138 0.4038 1.657525 1.387694
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 4.86% -0.509051 -1.134290 0.123655 -0.792961 -0.539268 0.670384 0.043190 -0.429122 0.8414 0.8484 0.2247 3.764066 3.377604
2459851 digital_ok 0.00% 0.00% 0.00% 0.00% 63.64% 29.41% -0.069726 -0.855599 -0.302117 -0.765032 0.967998 0.454904 1.200745 -0.773414 0.7730 0.7575 0.3223 0.000000 0.000000
2459850 digital_ok 0.00% 0.00% 0.00% 0.00% 18.02% 0.00% -0.295301 -1.187585 -0.500365 -0.723547 0.968557 0.404598 0.373484 -0.514015 0.7587 0.7739 0.3368 1.694259 1.383967
2459849 digital_ok 0.00% 0.00% 0.00% 0.00% 16.67% 0.00% 0.226716 -1.380097 -0.798961 1.038195 -0.256892 0.301216 -0.241884 -0.854054 0.7567 0.7663 0.3426 1.274128 1.143853
2459848 digital_ok 0.00% 0.00% 0.00% 0.00% 30.15% 0.00% 0.226052 -0.906180 -0.640794 0.187368 1.085317 -0.401820 -0.587754 -1.095706 0.7383 0.7677 0.3644 1.293969 1.224692
2459847 digital_ok 0.00% 0.00% 0.00% 0.00% 3.21% 0.00% 0.149188 -0.792107 -0.885101 -0.208023 -0.182009 0.701773 -0.518926 -0.864589 0.7381 0.7061 0.4160 1.066379 1.049521
2459846 digital_ok 0.00% 0.00% 0.00% 0.00% 33.33% 66.67% 0.118819 -1.164993 -0.837006 -0.131614 0.797236 2.410393 -0.189471 -0.683139 0.8380 0.6879 0.4640 3.912020 3.553263
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.145533 8.445160 37.363659 41.712267 5.134960 12.468398 -1.967905 -3.649958 0.7391 0.7434 0.3732 11.835949 17.431853
2459844 digital_ok 100.00% 0.00% 0.00% 0.00% - - 39.878527 44.455229 173.440142 184.137548 80.924217 55.282209 -4.303115 26.250430 0.8758 0.5474 0.6407 nan nan
2459843 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.496034 8.454740 17.072934 18.878555 66.907006 73.468120 -1.559616 -3.438789 0.7547 0.7509 0.3909 0.000000 0.000000
2459842 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.790951 0.664848 -0.662381 -0.519125 -2.593331 -2.303512 -1.906297 -2.139054 0.7625 0.6998 0.2386 2.108844 2.021700
2459841 digital_ok 100.00% 0.00% 0.00% 0.00% - - 37.648195 44.759856 110.333305 118.660239 101.518567 99.260408 0.570742 -5.213989 0.6873 0.6757 0.4307 nan nan
2459840 digital_ok 100.00% 100.00% 100.00% 0.00% - - 110.088461 181.003283 49.855496 89.754554 362.163927 946.872216 722.123522 2173.348044 0.0176 0.0161 0.0009 nan nan
2459839 digital_ok 100.00% - - - - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459838 digital_ok 0.00% 0.00% 0.00% 0.00% 0.61% 0.00% 0.107570 -0.849127 0.949094 -0.176619 0.653057 -0.634357 -0.635403 -0.909537 0.7632 0.7455 0.3742 2.141233 1.716652
2459836 digital_ok - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7150 0.6389 0.4592 nan nan
2459835 digital_ok 100.00% 0.00% 0.00% 0.00% - - 4.986194 5.346482 9.859963 11.046389 39.365519 20.842917 -2.496708 -4.880729 0.7975 0.5080 0.6135 nan nan
2459833 digital_ok 100.00% 0.00% 0.00% 0.00% - - 18.142989 19.128813 25.466486 30.655857 337.534161 294.871847 52.893010 38.391197 0.7960 0.4992 0.6023 nan nan
2459832 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.208412 -1.230586 0.892922 -0.403340 0.533688 -0.662260 -0.081521 -1.217264 0.8124 0.5751 0.5551 1.566945 1.146094
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.668577 -0.658463 2.171867 0.894179 1.384778 1.140078 0.342314 0.016924 0.0268 0.0262 0.0008 nan nan
2459830 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.408918 -1.165728 1.420167 0.151858 0.641596 -0.830831 -0.232292 -1.611400 0.8110 0.5828 0.5446 1.485808 1.069551
2459829 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 99.35% 1.098176 -0.654129 1.142783 0.576182 0.712272 -1.207323 -0.190796 -1.080284 0.7604 0.7018 0.4005 31.250365 5.744279
2459828 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 100.00% -0.348696 -1.033064 0.854497 0.702458 0.338614 -0.404753 -0.288882 -0.910805 0.8104 0.5931 0.5264 4.103826 3.374512
2459827 digital_ok 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.229226 -0.642359 1.261196 1.428152 -0.030140 -1.181060 -0.527700 -0.490320 0.7695 0.7103 0.3985 0.000000 0.000000
2459826 digital_ok 0.00% 0.00% 0.00% 0.00% 92.11% 7.89% -0.770523 -0.755588 1.395475 1.177486 0.168586 -0.467078 -0.235727 -1.342941 0.8135 0.6282 0.4854 0.000000 0.000000
2459825 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.586639 -0.826270 1.426261 -0.191591 6.175496 5.407548 5.081687 5.060673 0.8125 0.6348 0.4889 0.000000 0.000000
2459824 digital_ok 0.00% 0.00% 0.00% 0.00% 91.00% 8.00% 1.023329 -1.192953 1.805892 -0.238090 2.006341 0.946278 2.987605 2.249181 0.7420 0.7704 0.3440 0.000000 0.000000
2459823 digital_ok 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.276781 -1.082827 1.421349 1.067012 0.415518 -0.003740 0.229084 -1.728416 0.7815 0.6821 0.4453 0.000000 0.000000
2459822 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.122048 -1.281522 1.181881 1.118058 0.288319 -0.797625 0.790964 -0.016499 0.8225 0.6630 0.4811 1.054050 0.819413
2459821 digital_ok 0.00% 0.00% 0.00% 0.00% 60.53% 7.89% -0.024679 -1.452225 1.105030 1.332077 1.121858 0.140068 -0.525399 -0.545795 0.8091 0.6601 0.4886 0.000000 0.000000
2459820 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.53% 0.689771 -1.300966 0.942541 1.361010 -0.642433 -1.447060 -0.556075 -1.028992 0.7835 0.7110 0.3936 0.933903 0.749753
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 21.05% 0.020239 -1.595185 1.032667 1.106298 0.905571 0.283526 0.968178 0.723467 0.8179 0.6936 0.4813 2.025096 1.608779
2459816 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 2.33% 0.326186 -1.138979 2.118010 -0.017114 1.030465 -0.915315 -0.286297 -1.277737 0.8470 0.6306 0.5561 1.837578 1.535315
2459815 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.117660 -1.457066 1.591755 0.415509 1.212045 0.156415 -0.158918 -1.127915 0.8100 0.6981 0.5014 1.577629 1.238277
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 0.00% 0.00% 0.00% 0.00% 80.21% 0.00% 1.063115 -1.307812 0.542583 1.010056 -0.097266 -1.259205 -0.321902 -0.864702 0.7980 0.7286 0.3998 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 143: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Power 29.772080 13.443670 -1.029844 29.772080 10.241263 12.489665 1.397926 0.357535 -0.854486

Antenna 143: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 10.364008 -1.457813 10.364008 3.363141 8.301048 -1.330168 2.691252 -0.790646 0.190920

Antenna 143: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Power 24.870771 11.368019 -1.598648 24.870771 7.739175 15.040676 1.850837 0.577637 -0.834595

Antenna 143: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 9.445306 9.445306 -1.072472 8.956634 3.304903 2.405976 -1.267121 -0.166672 -0.658007

Antenna 143: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 0.744019 -0.633128 0.744019 0.424683 0.500722 -0.549191 -0.253101 -0.633606 -0.288926

Antenna 143: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 174.621797 21.804254 19.053199 6.947369 5.493466 174.621797 114.324662 61.215460 58.060747

Antenna 143: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 1.625894 1.625894 -1.431624 -0.070925 -1.156089 0.409327 -0.286573 -0.794665 -0.993538

Antenna 143: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 2.492032 -1.588841 2.492032 -1.063975 -0.200289 0.754641 0.460740 -1.077251 -0.648933

Antenna 143: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 2.233061 -1.684435 2.233061 -0.751158 -0.538540 0.310725 0.050187 -1.099170 -0.575107

Antenna 143: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 1.157481 -1.248067 1.157481 -0.699690 -0.471601 0.036883 0.808546 -0.960915 -0.461115

Antenna 143: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 0.670384 -0.509051 -1.134290 0.123655 -0.792961 -0.539268 0.670384 0.043190 -0.429122

Antenna 143: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Temporal Discontinuties 1.200745 -0.069726 -0.855599 -0.302117 -0.765032 0.967998 0.454904 1.200745 -0.773414

Antenna 143: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Temporal Variability 0.968557 -0.295301 -1.187585 -0.500365 -0.723547 0.968557 0.404598 0.373484 -0.514015

Antenna 143: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Power 1.038195 0.226716 -1.380097 -0.798961 1.038195 -0.256892 0.301216 -0.241884 -0.854054

Antenna 143: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Temporal Variability 1.085317 -0.906180 0.226052 0.187368 -0.640794 -0.401820 1.085317 -1.095706 -0.587754

Antenna 143: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 0.701773 -0.792107 0.149188 -0.208023 -0.885101 0.701773 -0.182009 -0.864589 -0.518926

Antenna 143: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 2.410393 0.118819 -1.164993 -0.837006 -0.131614 0.797236 2.410393 -0.189471 -0.683139

Antenna 143: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Power 41.712267 8.445160 7.145533 41.712267 37.363659 12.468398 5.134960 -3.649958 -1.967905

Antenna 143: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Power 184.137548 39.878527 44.455229 173.440142 184.137548 80.924217 55.282209 -4.303115 26.250430

Antenna 143: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 73.468120 8.454740 6.496034 18.878555 17.072934 73.468120 66.907006 -3.438789 -1.559616

Antenna 143: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 0.790951 0.790951 0.664848 -0.662381 -0.519125 -2.593331 -2.303512 -1.906297 -2.139054

Antenna 143: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Power 118.660239 37.648195 44.759856 110.333305 118.660239 101.518567 99.260408 0.570742 -5.213989

Antenna 143: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Discontinuties 2173.348044 110.088461 181.003283 49.855496 89.754554 362.163927 946.872216 722.123522 2173.348044

Antenna 143: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Power 0.949094 -0.849127 0.107570 -0.176619 0.949094 -0.634357 0.653057 -0.909537 -0.635403

Antenna 143: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Temporal Variability 39.365519 5.346482 4.986194 11.046389 9.859963 20.842917 39.365519 -4.880729 -2.496708

Antenna 143: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Temporal Variability 337.534161 19.128813 18.142989 30.655857 25.466486 294.871847 337.534161 38.391197 52.893010

Antenna 143: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Power 0.892922 -0.208412 -1.230586 0.892922 -0.403340 0.533688 -0.662260 -0.081521 -1.217264

Antenna 143: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Power 2.171867 -0.668577 -0.658463 2.171867 0.894179 1.384778 1.140078 0.342314 0.016924

Antenna 143: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Power 1.420167 0.408918 -1.165728 1.420167 0.151858 0.641596 -0.830831 -0.232292 -1.611400

Antenna 143: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Power 1.142783 -0.654129 1.098176 0.576182 1.142783 -1.207323 0.712272 -1.080284 -0.190796

Antenna 143: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Power 0.854497 -1.033064 -0.348696 0.702458 0.854497 -0.404753 0.338614 -0.910805 -0.288882

Antenna 143: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Power 1.428152 1.229226 -0.642359 1.261196 1.428152 -0.030140 -1.181060 -0.527700 -0.490320

Antenna 143: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Power 1.395475 -0.755588 -0.770523 1.177486 1.395475 -0.467078 0.168586 -1.342941 -0.235727

Antenna 143: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Temporal Variability 6.175496 -0.826270 -0.586639 -0.191591 1.426261 5.407548 6.175496 5.060673 5.081687

Antenna 143: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Temporal Discontinuties 2.987605 1.023329 -1.192953 1.805892 -0.238090 2.006341 0.946278 2.987605 2.249181

Antenna 143: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Power 1.421349 -1.082827 -0.276781 1.067012 1.421349 -0.003740 0.415518 -1.728416 0.229084

Antenna 143: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Power 1.181881 -0.122048 -1.281522 1.181881 1.118058 0.288319 -0.797625 0.790964 -0.016499

Antenna 143: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Power 1.332077 -1.452225 -0.024679 1.332077 1.105030 0.140068 1.121858 -0.545795 -0.525399

Antenna 143: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Power 1.361010 0.689771 -1.300966 0.942541 1.361010 -0.642433 -1.447060 -0.556075 -1.028992

Antenna 143: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Power 1.106298 0.020239 -1.595185 1.032667 1.106298 0.905571 0.283526 0.968178 0.723467

Antenna 143: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Power 2.118010 -1.138979 0.326186 -0.017114 2.118010 -0.915315 1.030465 -1.277737 -0.286297

Antenna 143: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Power 1.591755 -1.457066 0.117660 0.415509 1.591755 0.156415 1.212045 -1.127915 -0.158918

Antenna 143: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 143: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 1.063115 -1.307812 1.063115 1.010056 0.542583 -1.259205 -0.097266 -0.864702 -0.321902
In [ ]: